# ADP Workforce Now vs Toggl Track: which do AI models recommend for time and attendance, October 2026

HR AI Recommendation Index, October 2026 Edition, Time and attendance. Four of fourteen models named ADP Workforce Now first on the direct prompt; zero named Toggl Track. Page: https://hr-ai-index.com/core/time-and-attendance/adp-workforce-now-vs-toggl-track/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| ADP Workforce Now | 10% | #3 of 15 | 10% | 29 | 13 of 14 |
| Toggl Track | 8% | #7 of 15 | 0% | 13 | 10 of 14 |

## The direct prompt, model by model

- GPT-5.4 mini: adp workforce now first (first choices: ADP Workforce Now, UKG Ready) (alternatives: Paylocity, Rippling)
- Mistral Small: adp workforce now first (first choices: ADP Workforce Now) (alternatives: BambooHR Time Tracking, Paycor)
- MiniMax M2.5: adp workforce now first (first choices: ADP Workforce Now, Paylocity) (alternatives: Rippling, TimeCamp, UKG Pro)
- Muse Glimmer 30B: adp workforce now first (first choices: ADP Workforce Now) (alternatives: BambooHR Time Tracking, Calamari, Connecteam, UKG Pro / UKG Ready)
- Gemini 3.5 Flash: neither first, one named (first choices: Rippling) (alternatives: ADP Workforce Now, Everhour, Harvest, Jibble, TCP Software, TimeClock Plus)
- Grok 4.1 Fast: neither first, one named (first choices: Paylocity, UKG Ready) (alternatives: ADP Workforce Now, Buddy Punch, QuickBooks Time)
- DeepSeek V4 Flash: neither first, one named (first choices: UKG Ready) (alternatives: ADP Workforce Now, Deputy, Paycom, QuickBooks Time)
- GPT-6 Luna: neither first, one named (first choices: UKG Ready) (alternatives: ADP Workforce Now, Deputy, Paylocity)
- Claude Haiku 4.5: neither named (first choices: Factorial) (alternatives: BambooHR Time Tracking, Jibble, Paylocity, Synerion)
- Perplexity Sonar: neither named (first choices: Paylocity) (alternatives: Factorial, Paycor, QuickBooks Time, UKG Ready)
- Llama 4 Maverick: neither named (alternatives: BambooHR Time Tracking, Humanity Time, Paycor)
- Qwen 3.7 Flash: neither named (first choices: Paylocity) (alternatives: Deputy, Replicon, UKG Pro)
- Kimi K2: neither named (first choices: Rippling) (alternatives: Connecteam, Deputy, Paylocity, UKG Ready)
- GLM 4.7 FlashX: neither named (first choices: Connecteam, Paylocity) (alternatives: BambooHR Time Tracking, Buddy Punch, Paycom, QuickBooks Time)

## What the models said about Toggl Track

- "Toggl Track is widely considered the most user-friendly tool on the market... Toggl Track is the easiest overlay tool to integrate." (Gemini 3.5 Flash, paraphrase prompt, first choice)
- "Toggl Track - a strong choice for mid-sized companies, especially professional services firms with 50-250 employees." (Llama 4 Maverick, paraphrase prompt, first choice)
- "I'd recommend Toggl Track as the primary choice" (DeepSeek V4 Flash, paraphrase prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.